How we compare
Cloud AI is fast but risky for sensitive data. Pure on-prem is private but expensive and complex. GenTrellis gives you both: on-prem sovereignty with intelligent cloud routing, at a fraction of enterprise cost.
| Category | GenTrellis | AWS Bedrock | BentoML / LiteLLM | Pure On-Prem |
|---|---|---|---|---|
| Deployment | Modular boxes (under-desk, closet, rack, flight-case) + hybrid Bedrock router | Pure cloud (SaaS / API) | Software-only (Kubernetes) | Heavy enterprise hardware only |
| Privacy & Compliance | Zero-trust on-prem, immutable local audits, NeMo Guardrails, 4-level protection | Good with BAA, but data leaves your network | Good policies, cloud-dependent | Strong on-prem, complex & expensive |
| Routing Intelligence | Sensitivity + fidelity + utilization feedback loop (automatic) | None — manual model selection | Basic cost/latency routing | Limited or none |
| Vibe-Coder Enablement | Workshops, smol-agent, no-code templates, team training | Individual prompting only | Developer-focused only | None — requires dedicated dev team |
| Cost Structure | One-time hardware + low recurring. Break-even 4–9 months | Pure usage-based (scales with volume) | Subscription + cloud usage | Very high CapEx + vendor contracts |
| GPU Utilization | Automatic fill of idle capacity via router | N/A — pay per token | Manual capacity management | Manual or none |
| Time to Value | 2–4 weeks (setup + workshop + first apps) | Immediate but risky for sensitive data | Weeks (requires dev effort) | Months of procurement and integration |
| Vertical Fit | Legal, Healthcare, Education, Manufacturing — native presets | Generic — no vertical specialization | Developer/enterprise focus | Enterprise only |
Head to head
vs. AWS Bedrock + Claude Code
Bedrock is great for generic work. GenTrellis keeps your most sensitive data — contracts, patient notes, student records, PLC IP — 100% private with full audits while still using Bedrock intelligently for everything else. Plus we teach your team to build custom apps, not just prompt.
vs. BentoML / LiteLLM Gateways
BentoML and LiteLLM are excellent software. GenTrellis adds the actual on-prem hardware, flexible form factors, vibe-coder enablement, and vertical presets (legal, healthcare, education, manufacturing) that SMBs actually need — without requiring a Kubernetes team.
vs. Pure On-Prem Enterprise
We deliver the same sovereignty at 1/3 the complexity and cost, with built-in hybrid routing to Bedrock and hands-on training for non-technical teams. Air-cooled boxes that fit under a desk, not a data center build-out.
Common concerns
“This is too expensive compared to pure Bedrock.”
Pure Bedrock looks cheaper until you factor in token costs at scale, compliance risk, and lack of customization. Our router maximizes on-prem utilization so you're not wasting expensive GPUs. Most customers break even in 4–9 months.
“We already use Claude Code / Bedrock and it works fine.”
Claude Code is powerful for individuals, but it sends your data to the cloud. GenTrellis gives you the same vibe-coding power locally with custom RAG, multi-agent crews, and full compliance — plus workshops that turn one champion into a team capability.
“We're worried about managing on-prem hardware.”
We include full setup, router configuration, and vibe-coder training. Air-cooled modular boxes fit under desks or in closets — no data center required. Standard office outlet. No liquid cooling.
“How do we know the routing is secure?”
Sensitive workflows stay on-prem by policy. The router is fully auditable with immutable local logs. We see only anonymized telemetry — never your data. GenTrellis sees nothing, ever.
“GenTrellis sees nothing — ever.”
Your data. Your policies. Your audit trail. Zero-trust sovereignty is not a feature — it's the foundation.
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